{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from matplotlib import cm\n",
    "import  matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import mpl_toolkits.mplot3d\n",
    "import re\n",
    "##读取文件\n",
    "filename = \"res_data.txt\"\n",
    "f = open(filename)\n",
    "list = f.readlines()\n",
    "x = np.zeros((len(list)-1))\n",
    "y = np.zeros((len(list)-1))\n",
    "z = np.zeros((len(list)-1))"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "source": [
    "line = re.findall(r\"\\d+\\.?\\d*\",list[0])\n",
    "nx = int(line[0]) + 1\n",
    "ny = int(line[1]) + 1\n",
    "for i in range(len(list)-1):\n",
    "    line = list[i+1].split() \n",
    "    x[i] = float(line[0])\n",
    "    y[i] = float(line[1])\n",
    "    z[i] = float(line[2])"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "source": [
    "figure = plt.figure()\n",
    "ax=figure.gca(projection=\"3d\")\n",
    "x = x.reshape(nx,ny)\n",
    "y = y.reshape(nx,ny)\n",
    "z = z.reshape(nx,ny);\n",
    "ax.plot_surface(x,y,z,cmap=\"rainbow\")\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  }
 ],
 "metadata": {
  "orig_nbformat": 4,
  "language_info": {
   "name": "python",
   "version": "3.7.10",
   "mimetype": "text/x-python",
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "pygments_lexer": "ipython3",
   "nbconvert_exporter": "python",
   "file_extension": ".py"
  },
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.7.10 64-bit ('base': conda)"
  },
  "interpreter": {
   "hash": "2c21737055494eda6dd7820cee4b5069ee6eef9e680dd0a23b71fc1db8cdc626"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}